CN115053193A - 控制装置、控制方法以及程序 - Google Patents
控制装置、控制方法以及程序 Download PDFInfo
- Publication number
- CN115053193A CN115053193A CN202180013227.8A CN202180013227A CN115053193A CN 115053193 A CN115053193 A CN 115053193A CN 202180013227 A CN202180013227 A CN 202180013227A CN 115053193 A CN115053193 A CN 115053193A
- Authority
- CN
- China
- Prior art keywords
- process data
- prediction
- value
- data
- learned model
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Pending
Links
- 238000000034 method Methods 0.000 title claims abstract description 342
- 230000008569 process Effects 0.000 claims abstract description 320
- 238000004519 manufacturing process Methods 0.000 claims abstract description 68
- 238000003860 storage Methods 0.000 claims abstract description 29
- 230000001364 causal effect Effects 0.000 claims abstract description 16
- 230000014509 gene expression Effects 0.000 claims description 27
- 230000006870 function Effects 0.000 claims description 20
- 230000008859 change Effects 0.000 claims description 17
- 238000005457 optimization Methods 0.000 claims description 15
- 239000003054 catalyst Substances 0.000 claims 1
- 238000012545 processing Methods 0.000 description 60
- 238000010923 batch production Methods 0.000 description 43
- 238000010586 diagram Methods 0.000 description 40
- 238000010924 continuous production Methods 0.000 description 38
- 239000000047 product Substances 0.000 description 24
- 238000007689 inspection Methods 0.000 description 20
- 238000005070 sampling Methods 0.000 description 13
- 238000004458 analytical method Methods 0.000 description 9
- 238000006243 chemical reaction Methods 0.000 description 9
- 238000004891 communication Methods 0.000 description 9
- 238000005259 measurement Methods 0.000 description 9
- 238000009499 grossing Methods 0.000 description 7
- 238000012544 monitoring process Methods 0.000 description 7
- 238000004364 calculation method Methods 0.000 description 6
- 239000002994 raw material Substances 0.000 description 6
- 238000004140 cleaning Methods 0.000 description 5
- 238000011282 treatment Methods 0.000 description 5
- 238000010276 construction Methods 0.000 description 4
- 238000003672 processing method Methods 0.000 description 4
- 238000012546 transfer Methods 0.000 description 3
- 238000011144 upstream manufacturing Methods 0.000 description 3
- 230000005856 abnormality Effects 0.000 description 2
- 230000009471 action Effects 0.000 description 2
- 230000001276 controlling effect Effects 0.000 description 2
- 238000007599 discharging Methods 0.000 description 2
- 230000000694 effects Effects 0.000 description 2
- 238000005516 engineering process Methods 0.000 description 2
- 239000000284 extract Substances 0.000 description 2
- 238000003754 machining Methods 0.000 description 2
- 230000014759 maintenance of location Effects 0.000 description 2
- 230000004048 modification Effects 0.000 description 2
- 238000012986 modification Methods 0.000 description 2
- 230000003287 optical effect Effects 0.000 description 2
- 238000012805 post-processing Methods 0.000 description 2
- 238000000611 regression analysis Methods 0.000 description 2
- 238000004088 simulation Methods 0.000 description 2
- 239000007787 solid Substances 0.000 description 2
- 239000000126 substance Substances 0.000 description 2
- 230000021736 acetylation Effects 0.000 description 1
- 238000006640 acetylation reaction Methods 0.000 description 1
- 230000004913 activation Effects 0.000 description 1
- 238000013459 approach Methods 0.000 description 1
- 238000004590 computer program Methods 0.000 description 1
- 238000001816 cooling Methods 0.000 description 1
- 230000006196 deacetylation Effects 0.000 description 1
- 238000003381 deacetylation reaction Methods 0.000 description 1
- 238000004821 distillation Methods 0.000 description 1
- 238000009826 distribution Methods 0.000 description 1
- 238000011143 downstream manufacturing Methods 0.000 description 1
- 238000011058 failure modes and effects analysis Methods 0.000 description 1
- 239000013067 intermediate product Substances 0.000 description 1
- 239000007788 liquid Substances 0.000 description 1
- 239000000463 material Substances 0.000 description 1
- 230000000737 periodic effect Effects 0.000 description 1
- 238000007781 pre-processing Methods 0.000 description 1
- 238000002203 pretreatment Methods 0.000 description 1
- 230000035484 reaction time Effects 0.000 description 1
- 230000001105 regulatory effect Effects 0.000 description 1
- 230000001932 seasonal effect Effects 0.000 description 1
- 238000006467 substitution reaction Methods 0.000 description 1
- 230000002123 temporal effect Effects 0.000 description 1
Images
Classifications
-
- G—PHYSICS
- G05—CONTROLLING; REGULATING
- G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
- G05B19/00—Programme-control systems
- G05B19/02—Programme-control systems electric
- G05B19/418—Total factory control, i.e. centrally controlling a plurality of machines, e.g. direct or distributed numerical control [DNC], flexible manufacturing systems [FMS], integrated manufacturing systems [IMS] or computer integrated manufacturing [CIM]
- G05B19/41875—Total factory control, i.e. centrally controlling a plurality of machines, e.g. direct or distributed numerical control [DNC], flexible manufacturing systems [FMS], integrated manufacturing systems [IMS] or computer integrated manufacturing [CIM] characterised by quality surveillance of production
-
- G—PHYSICS
- G05—CONTROLLING; REGULATING
- G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
- G05B19/00—Programme-control systems
- G05B19/02—Programme-control systems electric
- G05B19/418—Total factory control, i.e. centrally controlling a plurality of machines, e.g. direct or distributed numerical control [DNC], flexible manufacturing systems [FMS], integrated manufacturing systems [IMS] or computer integrated manufacturing [CIM]
- G05B19/41865—Total factory control, i.e. centrally controlling a plurality of machines, e.g. direct or distributed numerical control [DNC], flexible manufacturing systems [FMS], integrated manufacturing systems [IMS] or computer integrated manufacturing [CIM] characterised by job scheduling, process planning, material flow
-
- G—PHYSICS
- G05—CONTROLLING; REGULATING
- G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
- G05B19/00—Programme-control systems
- G05B19/02—Programme-control systems electric
- G05B19/418—Total factory control, i.e. centrally controlling a plurality of machines, e.g. direct or distributed numerical control [DNC], flexible manufacturing systems [FMS], integrated manufacturing systems [IMS] or computer integrated manufacturing [CIM]
- G05B19/4183—Total factory control, i.e. centrally controlling a plurality of machines, e.g. direct or distributed numerical control [DNC], flexible manufacturing systems [FMS], integrated manufacturing systems [IMS] or computer integrated manufacturing [CIM] characterised by data acquisition, e.g. workpiece identification
-
- G—PHYSICS
- G05—CONTROLLING; REGULATING
- G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
- G05B19/00—Programme-control systems
- G05B19/02—Programme-control systems electric
- G05B19/418—Total factory control, i.e. centrally controlling a plurality of machines, e.g. direct or distributed numerical control [DNC], flexible manufacturing systems [FMS], integrated manufacturing systems [IMS] or computer integrated manufacturing [CIM]
- G05B19/41885—Total factory control, i.e. centrally controlling a plurality of machines, e.g. direct or distributed numerical control [DNC], flexible manufacturing systems [FMS], integrated manufacturing systems [IMS] or computer integrated manufacturing [CIM] characterised by modeling, simulation of the manufacturing system
-
- G—PHYSICS
- G05—CONTROLLING; REGULATING
- G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
- G05B2219/00—Program-control systems
- G05B2219/30—Nc systems
- G05B2219/32—Operator till task planning
- G05B2219/32015—Optimize, process management, optimize production line
-
- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02P—CLIMATE CHANGE MITIGATION TECHNOLOGIES IN THE PRODUCTION OR PROCESSING OF GOODS
- Y02P90/00—Enabling technologies with a potential contribution to greenhouse gas [GHG] emissions mitigation
- Y02P90/02—Total factory control, e.g. smart factories, flexible manufacturing systems [FMS] or integrated manufacturing systems [IMS]
Landscapes
- Engineering & Computer Science (AREA)
- Manufacturing & Machinery (AREA)
- General Engineering & Computer Science (AREA)
- Quality & Reliability (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Automation & Control Theory (AREA)
- Management, Administration, Business Operations System, And Electronic Commerce (AREA)
- Feedback Control In General (AREA)
- Testing And Monitoring For Control Systems (AREA)
Applications Claiming Priority (3)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
JP2020-017473 | 2020-02-04 | ||
JP2020017473 | 2020-02-04 | ||
PCT/JP2021/004166 WO2021157666A1 (ja) | 2020-02-04 | 2021-02-04 | 制御装置、制御方法及びプログラム |
Publications (1)
Publication Number | Publication Date |
---|---|
CN115053193A true CN115053193A (zh) | 2022-09-13 |
Family
ID=77199331
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN202180013227.8A Pending CN115053193A (zh) | 2020-02-04 | 2021-02-04 | 控制装置、控制方法以及程序 |
Country Status (5)
Country | Link |
---|---|
US (1) | US20230056329A1 (ja) |
EP (1) | EP4102319A4 (ja) |
JP (1) | JPWO2021157666A1 (ja) |
CN (1) | CN115053193A (ja) |
WO (1) | WO2021157666A1 (ja) |
Family Cites Families (11)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JP2779736B2 (ja) * | 1992-08-03 | 1998-07-23 | 株式会社日立製作所 | 最適化装置およびそれを利用した工程計画作成装置 |
JP2001106703A (ja) | 1999-10-06 | 2001-04-17 | Mitsubishi Rayon Co Ltd | 品質予測反応制御システム |
US20070059838A1 (en) * | 2005-09-13 | 2007-03-15 | Pavilion Technologies, Inc. | Dynamic constrained optimization of chemical manufacturing |
GB2446343B (en) * | 2005-12-05 | 2011-06-08 | Fisher Rosemount Systems Inc | Multi-objective predictive process optimization with concurrent process simulation |
JP5751045B2 (ja) * | 2010-08-31 | 2015-07-22 | 富士電機株式会社 | プラントの運転条件最適化システム、プラントの運転条件最適化方法、プラントの運転条件最適化プログラム |
JP6477423B2 (ja) * | 2015-11-02 | 2019-03-06 | オムロン株式会社 | 製造プロセスの予測システムおよび予測制御システム |
JP6862190B2 (ja) | 2017-01-24 | 2021-04-21 | 株式会社東芝 | プロセス診断装置、プロセス診断方法及びプロセス診断システム |
US11209184B2 (en) * | 2018-01-12 | 2021-12-28 | Johnson Controls Tyco IP Holdings LLP | Control system for central energy facility with distributed energy storage |
JP7023501B2 (ja) * | 2018-03-01 | 2022-02-22 | 国立研究開発法人産業技術総合研究所 | 探索装置、探索方法及び製造システム |
JP7102962B2 (ja) * | 2018-06-12 | 2022-07-20 | 日本製鉄株式会社 | 制御設定値決定装置、制御設定値決定方法、及びプログラム |
CN109960235B (zh) * | 2018-11-29 | 2022-08-26 | 中国石油化工股份有限公司 | 基于机理模型的炼化装置实时优化方法和设备 |
-
2021
- 2021-02-04 CN CN202180013227.8A patent/CN115053193A/zh active Pending
- 2021-02-04 WO PCT/JP2021/004166 patent/WO2021157666A1/ja unknown
- 2021-02-04 EP EP21750744.1A patent/EP4102319A4/en active Pending
- 2021-02-04 US US17/797,257 patent/US20230056329A1/en active Pending
- 2021-02-04 JP JP2021575865A patent/JPWO2021157666A1/ja active Pending
Also Published As
Publication number | Publication date |
---|---|
WO2021157666A1 (ja) | 2021-08-12 |
JPWO2021157666A1 (ja) | 2021-08-12 |
EP4102319A4 (en) | 2024-03-06 |
US20230056329A1 (en) | 2023-02-23 |
EP4102319A1 (en) | 2022-12-14 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
Kang et al. | Machine learning applications in production lines: A systematic literature review | |
KR101917006B1 (ko) | 머신 러닝 기반 반도체 제조 수율 예측 시스템 및 방법 | |
Pani et al. | A survey of data treatment techniques for soft sensor design | |
Kozjek et al. | Data mining for fault diagnostics: A case for plastic injection molding | |
Wu et al. | Integrated soft sensing of coke-oven temperature | |
CN115698881A (zh) | 异常调制原因确定装置、异常调制原因确定方法以及异常调制原因确定程序 | |
Arakelian et al. | Creation of predictive analytics system for power energy objects | |
CN111340269B (zh) | 用于流程工业过程的实时优化方法 | |
Zhou et al. | Aero-engine prognosis strategy based on multi-scale feature fusion and multi-task parallel learning | |
CN115053189A (zh) | 预测装置、预测方法以及程序 | |
WO2021241578A1 (ja) | 異常変調原因特定装置、異常変調原因特定方法及び異常変調原因特定プログラム | |
Ardakani et al. | Optimal features selection for designing a fault diagnosis system | |
KR20230066093A (ko) | 이상 진단 모델의 구축 방법, 이상 진단 방법, 이상 진단 모델의 구축 장치 및 이상 진단 장치 | |
KR20170035806A (ko) | 장비 관련 편차의 근본 원인 분석을 위한 방법 및 시스템 | |
Friederich et al. | Reliability assessment of manufacturing systems: A comprehensive overview, challenges and opportunities | |
Chilukuri et al. | Effective predictive maintenance to overcome system failures—A machine learning approach | |
CN115053193A (zh) | 控制装置、控制方法以及程序 | |
CN115039114A (zh) | 预测装置、预测方法以及程序 | |
Zhu | System identification for process control: Recent experience and outlook | |
Jelali et al. | Statistical process control | |
Klees et al. | Building a smart database for predictive maintenance in already implemented manufacturing systems | |
Wang et al. | On-line modeling and monitoring for multi-operation batch processes with infinite data types | |
Orantes et al. | A new support methodology for the placement of sensors used for fault detection and diagnosis | |
SOUZA et al. | Trend-weighted rule-based expert system with application to industrial process monitoring | |
WO2021241579A1 (ja) | 異常変調原因特定装置、異常変調原因特定方法及び異常変調原因特定プログラム |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
PB01 | Publication | ||
PB01 | Publication | ||
SE01 | Entry into force of request for substantive examination | ||
SE01 | Entry into force of request for substantive examination |